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Within-Session Motor Imagery
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Shin2017A MOABB
Within-Session Motor Imagery on Shin2017A MOABB
Metric: training time (s) (higher is better)
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training time (s) (best first)
training time (s) (worst first)
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#
Model
↕
training time (s)
▼
Extra Data
Paper
Date
↕
Code
1
EEGTCNet
118.47680619540229
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
2
EEGNeX
88.2030973908046
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
3
ShallowConvNet
73.86500129885057
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
4
EEGNet-8,2
53.113962264367814
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
5
EEGITNet
47.200400390804596
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
6
DeepConvNet
28.097837931034483
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
7
ACM + TS + SVM
18.935673712643677
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
8
FgMDM
12.416171135632183
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
9
CSP + SVM
9.313418644827586
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
10
TS + EL
7.833182418390805
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
11
LogVar + SVM
7.829565021494252
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
12
LogVar + LDA
7.392233189712644
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
13
TS + SVM
7.287723882183908
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
14
MDM
6.130959453310345
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
15
CSP + LDA
6.032976467126437
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
16
DLCSPauto + shLDA
5.865132493643678
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
17
TRCSP + LDA
5.785437376344828
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
18
TS + LR
4.086728204942529
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
19
FBCSP + SVM
0.29933049333333334
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
#1
EEGTCNet
SOTA
118.47680619540229
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#2
EEGNeX
88.2030973908046
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#3
ShallowConvNet
73.86500129885057
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#4
EEGNet-8,2
53.113962264367814
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#5
EEGITNet
47.200400390804596
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#6
DeepConvNet
28.097837931034483
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#7
ACM + TS + SVM
18.935673712643677
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#8
FgMDM
12.416171135632183
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#9
CSP + SVM
9.313418644827586
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#10
TS + EL
7.833182418390805
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#11
LogVar + SVM
7.829565021494252
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#12
LogVar + LDA
7.392233189712644
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#13
TS + SVM
7.287723882183908
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#14
MDM
6.130959453310345
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#15
CSP + LDA
6.032976467126437
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#16
DLCSPauto + shLDA
5.865132493643678
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#17
TRCSP + LDA
5.785437376344828
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#18
TS + LR
4.086728204942529
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#19
FBCSP + SVM
0.29933049333333334
training time (s)
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code